3 AI Infrastructure Stocks to Watch as Data Center Spending Surges

Surging AI infrastructure spending is reshaping the data center market in September 2026, driving massive capital commitments toward specialized hardware, liquid cooling, and power management. While hyperscalers accelerate builds, supply chain bottlenecks and valuation pressures put the spotlight on physical buildout stocks.

Higher interest rates, sticky inflation, and a 10-year Treasury yield hovering near 5% are actively squeezing lofty market valuations. Yet, the relentless expansion of artificial intelligence infrastructure continues to pull fresh capital directly into data centers and semiconductor supply chains. That crosscurrent of macroeconomic pressure and technological promise is forcing a Fed-driven reset across the industrial and technology sectors, turning attention away from pure software plays and toward the physical bedrock of the digital economy.

Storage and Power Equipment Makers Savor Surging Demand

Makers of physical hardware are capturing a wave of capital expenditure as data center operators race to keep pace with workloads. Major technology firms are committing sums to the buildout.

This capital flood is directly benefiting component suppliers like Western Digital, which provides the hard-drive shelving that allows hyperscale and AI data centers to store massive training runs, operational logs, and user prompts. Western Digital generates about US$12.9b from hard disk drives and related storage hardware, commanding a market capitalization around US$159.1b.

“The moment either player, or a cash-rich new entrant, decides to chase this demand with new plants, the shortage becomes a glut, as it always has in memory and storage.”

Market Observer, via Yahoo Finance

That persistent supply question remains the critical variable for determining long-term pricing power across the hardware sector.

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Thermal Management and Liquid Cooling Dominate Factory Expansion

Power density inside modern server halls has made electrical backup and thermodynamic management non-negotiable. Eaton has positioned itself in this industrial niche by wiring together high-power systems and backup infrastructure for high-density facilities. The company cemented its market position through a major corporate transaction.

3 AI Infrastructure Stocks to Watch as Data Center Spending Surges
Photo: FOOL

“The $9.5 billion acquisition of data center thermal management leader Boyd Thermal has made Eaton the sole provider of both electrical and thermodynamic management for AI factories.”

Corporate Disclosure, via Yahoo Finance

At the same time, Vertiv Holdings Co operates as a pure play on the physical hardware required to cool dense graphical processing units. Generating roughly US$7.5b from the Americas, US$2.7b from the Asia Pacific region, and US$2.4b from Europe, the Middle East, and Africa, the company carries a market value near US$96b.

“The liquid cooling market is already growing at roughly 20-30% annually as hyperscalers such as Microsoft, Google, and Amazon race to build AI infrastructure. Vertiv’s Q4 2025 organic orders surged 252% year-over-year, and its $15 billion backlog is equivalent to roughly 1.5 years of trailing revenue.”

Corporate Earnings Report, via Yahoo Finance

Real Estate and Grid Services Face Valuation Risks

Further along the physical deployment chain, real estate investment trusts and grid service providers occupy a different tier of the infrastructure ecosystem. Equinix, Digital Realty, and Quanta Services sit at varied points across the physical buildout, connecting real estate capacity with electrical grid engineering. Their greatest revenue opportunity relies on whether customer growth can ultimately generate returns strong enough to justify premium stock market valuations.

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Stock prices and market metrics for these real estate and utility infrastructure plays reflect valuations captured as of mid-September 2026.

Data Center Gold Rush: $1 Trillion Spending Signals These 5 AI Stocks Could Soar

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